ds_report

Dataset statistics

Number of variables	20
Number of observations	224
Missing cells	67
Missing cells (%)	1.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	35.1 KiB
Average record size in memory	160.6 B

Variable types

Numeric	17
Categorical	3

Alerts

`Experimental_Year` is highly overall correlated with `Date`	High correlation
`SDM` is highly overall correlated with `SFM`	High correlation
`SFM` is highly overall correlated with `SDM`	High correlation
`Total_Nitrogen` is highly overall correlated with `CN_Ratio`	High correlation
`CN_Ratio` is highly overall correlated with `Total_Nitrogen`	High correlation
`Sodium` is highly overall correlated with `Beneficials`	High correlation
`Sulphur` is highly overall correlated with `Crop`	High correlation
`Date` is highly overall correlated with `Experimental_Year` and 1 other fields	High correlation
`Crop` is highly overall correlated with `Sulphur` and 1 other fields	High correlation
`Beneficials` is highly overall correlated with `Sodium`	High correlation
`Sodium` has 64 (28.6%) missing values	Missing
`Experimental_Year` is highly skewed (γ1 = 1.366897501)	Skewed
`Total_Carbon` is highly skewed (γ1 = -1.308036543)	Skewed
`Calcium` is highly skewed (γ1 = 1.494173564)	Skewed
`Copper` is highly skewed (γ1 = 1.228070075)	Skewed
`Magnesium` is highly skewed (γ1 = 1.836653314)	Skewed
`Manganese` is highly skewed (γ1 = 1.183970177)	Skewed
`Sodium` is highly skewed (γ1 = 1.293712088)	Skewed
`Sulphur` is highly skewed (γ1 = 1.432047061)	Skewed

Reproduction

Analysis started	2024-07-17 12:46:04.191496
Analysis finished	2024-07-17 12:46:50.555228
Duration	46.36 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

Experimental_Year
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	3
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	1.37
Mean	2.02 × 10³

Minimum	2.02 × 10³
Maximum	2.02 × 10³
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	2.02 × 10³
5-th percentile	2.02 × 10³
Q1	2.02 × 10³
median	2.02 × 10³
Q3	2.02 × 10³
95-th percentile	2.02 × 10³
Maximum	2.02 × 10³
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.73
Coefficient of variation (CV)	0.000362
Kurtosis	0.266
Mean	2.02 × 10³
Median Absolute Deviation (MAD)	0
Skewness	1.37
Sum	4.52 × 10⁵
Variance	0.533
Monotonicity	Increasing

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
2019	160	71.4%
2020	32	14.3%
2021	32	14.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2019	160	71.4%
2020	32	14.3%
2021	32	14.3%

Value	Count	Frequency (%)
2021	32	14.3%
2020	32	14.3%
2019	160	71.4%

Date
Categorical

Distinct	6
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

2019-05-21 00:00:00.0000000	48
2019-05-08 00:00:00.0000000	48
2019-05-22 00:00:00.0000000	48
2020-07-15 00:00:00.0000000	32
2021-07-26 00:00:00.0000000	32

Length

Max length	27
Median length	27
Mean length	27
Min length	27

Characters and Unicode

Total characters	6048
Distinct characters	12
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2019-05-21 00:00:00.0000000
2nd row	2019-05-21 00:00:00.0000000
3rd row	2019-05-21 00:00:00.0000000
4th row	2019-05-21 00:00:00.0000000
5th row	2019-05-21 00:00:00.0000000

Common Values

Value	Count	Frequency (%)
2019-05-21 00:00:00.0000000	48	21.4%
2019-05-08 00:00:00.0000000	48	21.4%
2019-05-22 00:00:00.0000000	48	21.4%
2020-07-15 00:00:00.0000000	32	14.3%
2021-07-26 00:00:00.0000000	32	14.3%
2019-07-02 00:00:00.0000000	16	7.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
00:00:00.0000000	224	50.0%
2019-05-21	48	10.7%
2019-05-08	48	10.7%
2019-05-22	48	10.7%
2020-07-15	32	7.1%
2021-07-26	32	7.1%
2019-07-02	16	3.6%

Most occurring characters

Value	Count	Frequency (%)
0	3456	57.1%
2	480	7.9%
-	448	7.4%
:	448	7.4%
1	272	4.5%
	224	3.7%
.	224	3.7%
5	176	2.9%
9	160	2.6%
7	80	1.3%
Other values (2)	80	1.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4704	77.8%
Other Punctuation	672	11.1%
Dash Punctuation	448	7.4%
Space Separator	224	3.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3456	73.5%
2	480	10.2%
1	272	5.8%
5	176	3.7%
9	160	3.4%
7	80	1.7%
8	48	1.0%
6	32	0.7%

Other Punctuation

Value	Count	Frequency (%)
:	448	66.7%
.	224	33.3%

Dash Punctuation

Value	Count	Frequency (%)
-	448	100.0%

Space Separator

Value	Count	Frequency (%)
	224	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6048	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3456	57.1%
2	480	7.9%
-	448	7.4%
:	448	7.4%
1	272	4.5%
	224	3.7%
.	224	3.7%
5	176	2.9%
9	160	2.6%
7	80	1.3%
Other values (2)	80	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6048	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3456	57.1%
2	480	7.9%
-	448	7.4%
:	448	7.4%
1	272	4.5%
	224	3.7%
.	224	3.7%
5	176	2.9%
9	160	2.6%
7	80	1.3%
Other values (2)	80	1.3%

Plot_ID
Real number (ℝ)

Distinct	160
Distinct (%)	71.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	0.136
Mean	108

Minimum	1
Maximum	232
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	56.8
median	99
Q3	168
95-th percentile	221
Maximum	232
Range	231
Interquartile range (IQR)	112

Descriptive statistics

Standard deviation	67.6
Coefficient of variation (CV)	0.628
Kurtosis	-1.09
Mean	108
Median Absolute Deviation (MAD)	64
Skewness	0.136
Sum	2.41 × 10⁴
Variance	4.57 × 10³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
179	3	1.3%
87	3	1.3%
101	3	1.3%
99	3	1.3%
98	3	1.3%
97	3	1.3%
162	3	1.3%
163	3	1.3%
164	3	1.3%
88	3	1.3%
Other values (150)	194	86.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.4%
2	1	0.4%
3	1	0.4%
4	1	0.4%
5	3	1.3%

Value	Count	Frequency (%)
232	1	0.4%
231	1	0.4%
230	1	0.4%
229	1	0.4%
228	1	0.4%

Crop
Categorical

Distinct	3
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

Winter wheat	96
Grain maize	80
Winter rapeseed	48

Length

Max length	15
Median length	12
Mean length	12.3
Min length	11

Characters and Unicode

Total characters	2752
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Winter wheat
2nd row	Winter wheat
3rd row	Winter wheat
4th row	Winter wheat
5th row	Winter wheat

Common Values

Value	Count	Frequency (%)
Winter wheat	96	42.9%
Grain maize	80	35.7%
Winter rapeseed	48	21.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
winter	144	32.1%
wheat	96	21.4%
grain	80	17.9%
maize	80	17.9%
rapeseed	48	10.7%

Most occurring characters

Value	Count	Frequency (%)
e	464	16.9%
i	304	11.0%
a	304	11.0%
r	272	9.9%
t	240	8.7%
n	224	8.1%
	224	8.1%
W	144	5.2%
w	96	3.5%
h	96	3.5%
Other values (6)	384	14.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2304	83.7%
Space Separator	224	8.1%
Uppercase Letter	224	8.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	464	20.1%
i	304	13.2%
a	304	13.2%
r	272	11.8%
t	240	10.4%
n	224	9.7%
w	96	4.2%
h	96	4.2%
m	80	3.5%
z	80	3.5%
Other values (3)	144	6.2%

Uppercase Letter

Value	Count	Frequency (%)
W	144	64.3%
G	80	35.7%

Space Separator

Value	Count	Frequency (%)
	224	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2528	91.9%
Common	224	8.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	464	18.4%
i	304	12.0%
a	304	12.0%
r	272	10.8%
t	240	9.5%
n	224	8.9%
W	144	5.7%
w	96	3.8%
h	96	3.8%
G	80	3.2%
Other values (5)	304	12.0%

Common

Value	Count	Frequency (%)
	224	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2752	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	464	16.9%
i	304	11.0%
a	304	11.0%
r	272	9.9%
t	240	8.7%
n	224	8.1%
	224	8.1%
W	144	5.2%
w	96	3.5%
h	96	3.5%
Other values (6)	384	14.0%

Beneficials
Categorical

Distinct	2
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

Control	192
BMs	32

Length

Max length	7
Median length	7
Mean length	6.43
Min length	3

Characters and Unicode

Total characters	1440
Distinct characters	9
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Control
2nd row	Control
3rd row	Control
4th row	Control
5th row	Control

Common Values

Value	Count	Frequency (%)
Control	192	85.7%
BMs	32	14.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
control	192	85.7%
bms	32	14.3%

Most occurring characters

Value	Count	Frequency (%)
o	384	26.7%
C	192	13.3%
n	192	13.3%
t	192	13.3%
r	192	13.3%
l	192	13.3%
B	32	2.2%
M	32	2.2%
s	32	2.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1184	82.2%
Uppercase Letter	256	17.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	384	32.4%
n	192	16.2%
t	192	16.2%
r	192	16.2%
l	192	16.2%
s	32	2.7%

Uppercase Letter

Value	Count	Frequency (%)
C	192	75.0%
B	32	12.5%
M	32	12.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1440	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	384	26.7%
C	192	13.3%
n	192	13.3%
t	192	13.3%
r	192	13.3%
l	192	13.3%
B	32	2.2%
M	32	2.2%
s	32	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	384	26.7%
C	192	13.3%
n	192	13.3%
t	192	13.3%
r	192	13.3%
l	192	13.3%
B	32	2.2%
M	32	2.2%
s	32	2.2%

SDM
Real number (ℝ)

Distinct	126
Distinct (%)	56.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	0.274
Mean	276

Minimum	68.5
Maximum	760
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	68.5
5-th percentile	75.7
Q1	96.5
median	315
Q3	423
95-th percentile	514
Maximum	760
Range	691
Interquartile range (IQR)	326

Descriptive statistics

Standard deviation	173
Coefficient of variation (CV)	0.627
Kurtosis	-1.06
Mean	276
Median Absolute Deviation (MAD)	189
Skewness	0.274
Sum	6.18 × 10⁴
Variance	2.99 × 10⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
83.03	3	1.3%
405.3	3	1.3%
340.7	3	1.3%
393.8	3	1.3%
368	3	1.3%
435.3	3	1.3%
345.7	3	1.3%
71.43	3	1.3%
76.63	3	1.3%
119.76	3	1.3%
Other values (116)	194	86.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
68.54	3	1.3%
71.43	3	1.3%
72.85	3	1.3%
75.5	3	1.3%
76.63	3	1.3%

Value	Count	Frequency (%)
759.5	1	0.4%
723.4	1	0.4%
702.4	1	0.4%
655	1	0.4%
628.2	1	0.4%

SFM
Real number (ℝ)

Distinct	128
Distinct (%)	57.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	0.797
Mean	1.48 × 10³

Minimum	16.1
Maximum	5.4 × 10³
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	16.1
5-th percentile	306
Q1	426
median	1.61 × 10³
Q3	2.28 × 10³
95-th percentile	3.21 × 10³
Maximum	5.4 × 10³
Range	5.39 × 10³
Interquartile range (IQR)	1.85 × 10³

Descriptive statistics

Standard deviation	1.12 × 10³
Coefficient of variation (CV)	0.753
Kurtosis	0.551
Mean	1.48 × 10³
Median Absolute Deviation (MAD)	1.07 × 10³
Skewness	0.797
Sum	3.33 × 10⁵
Variance	1.25 × 10⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
349.6	3	1.3%
2280.8	3	1.3%
1666.3	3	1.3%
1937.1	3	1.3%
2163.5	3	1.3%
2467.7	3	1.3%
1729.1	3	1.3%
332.4	3	1.3%
365.6	3	1.3%
538.6	3	1.3%
Other values (118)	194	86.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
16.06470495	3	1.3%
20.76862238	3	1.3%
297.5	3	1.3%
305.3	3	1.3%
312.9	3	1.3%

Value	Count	Frequency (%)
5403.2	1	0.4%
5360.8	1	0.4%
5129	1	0.4%
4516.4	1	0.4%
4248.8	1	0.4%

Total_Carbon
Real number (ℝ)

Distinct	123
Distinct (%)	55.2%
Missing	1
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Skewness	-1.31
Mean	440

Minimum	391
Maximum	459
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	391
5-th percentile	400
Q1	440
median	450
Q3	453
95-th percentile	455
Maximum	459
Range	68.3
Interquartile range (IQR)	12.3

Descriptive statistics

Standard deviation	20.1
Coefficient of variation (CV)	0.0458
Kurtosis	-0.0251
Mean	440
Median Absolute Deviation (MAD)	3.63
Skewness	-1.31
Sum	9.81 × 10⁴
Variance	406
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
446.5904045	3	1.3%
395.8243752	3	1.3%
401.6290855	3	1.3%
406.8119621	3	1.3%
406.3415527	3	1.3%
406.1695862	3	1.3%
408.7385941	3	1.3%
450.9137535	3	1.3%
452.8623772	3	1.3%
454.1836166	3	1.3%
Other values (113)	193	86.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
390.5019188	3	1.3%
395.8243752	3	1.3%
397.0729828	3	1.3%
399.984436	3	1.3%
400.6892014	3	1.3%

Value	Count	Frequency (%)
458.8500214	1	0.4%
457.5219917	1	0.4%
457.2322655	1	0.4%
456.4206886	3	1.3%
455.8024979	3	1.3%

Total_Nitrogen
Real number (ℝ)

Distinct	125
Distinct (%)	56.1%
Missing	1
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Skewness	-0.21
Mean	34.2

Minimum	19.8
Maximum	44.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	19.8
5-th percentile	24.6
Q1	29.9
median	34.6
Q3	38.8
95-th percentile	42.6
Maximum	44.5
Range	24.7
Interquartile range (IQR)	8.9

Descriptive statistics

Standard deviation	5.71
Coefficient of variation (CV)	0.167
Kurtosis	-0.716
Mean	34.2
Median Absolute Deviation (MAD)	4.29
Skewness	-0.21
Sum	7.63 × 10³
Variance	32.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
34.62292552	3	1.3%
31.90737844	3	1.3%
32.91337848	3	1.3%
26.05662704	3	1.3%
39.80962873	3	1.3%
34.1245687	3	1.3%
37.08785534	3	1.3%
41.95408583	3	1.3%
42.66485929	3	1.3%
41.84370041	3	1.3%
Other values (115)	193	86.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19.84923005	3	1.3%
23.5	1	0.4%
23.59727263	3	1.3%
23.9	1	0.4%
24.1	1	0.4%

Value	Count	Frequency (%)
44.51313257	3	1.3%
43.02977562	3	1.3%
42.99328327	3	1.3%
42.66485929	3	1.3%
42.39742994	3	1.3%

CN_Ratio
Real number (ℝ)

Distinct	127
Distinct (%)	57.0%
Missing	1
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Skewness	0.828
Mean	13.2

Minimum	10.2
Maximum	20.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	10.2
5-th percentile	10.6
Q1	11.2
median	12.7
Q3	14.6
95-th percentile	17.3
Maximum	20.3
Range	10.1
Interquartile range (IQR)	3.38

Descriptive statistics

Standard deviation	2.24
Coefficient of variation (CV)	0.17
Kurtosis	0.179
Mean	13.2
Median Absolute Deviation (MAD)	1.61
Skewness	0.828
Sum	2.95 × 10³
Variance	5.02
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
12.89869147	3	1.3%
12.40756001	3	1.3%
12.20306297	3	1.3%
15.6127406	3	1.3%
10.20714109	3	1.3%
11.90326115	3	1.3%
11.02188921	3	1.3%
10.74779016	3	1.3%
10.61441074	3	1.3%
10.85430043	3	1.3%
Other values (117)	193	86.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10.20714109	3	1.3%
10.23972519	3	1.3%
10.52291534	3	1.3%
10.56599679	3	1.3%
10.61441074	3	1.3%

Value	Count	Frequency (%)
20.29173764	3	1.3%
18.83404255	1	0.4%
18.39748954	1	0.4%
18.15767635	1	0.4%
18.0242915	1	0.4%

Calcium
Real number (ℝ)

Distinct	127
Distinct (%)	56.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	1.49
Mean	12.7

Minimum	3.94
Maximum	46.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	3.94
5-th percentile	4.55
Q1	5.16
median	5.7
Q3	6.66
95-th percentile	44.4
Maximum	46.6
Range	42.7
Interquartile range (IQR)	1.49

Descriptive statistics

Standard deviation	14.1
Coefficient of variation (CV)	1.11
Kurtosis	0.398
Mean	12.7
Median Absolute Deviation (MAD)	0.665
Skewness	1.49
Sum	2.85 × 10³
Variance	198
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5.218285844	3	1.3%
45.8266423	3	1.3%
42.80622118	3	1.3%
31.98566284	3	1.3%
42.26696504	3	1.3%
35.51186381	3	1.3%
36.10318018	3	1.3%
5.78994285	3	1.3%
5.48445572	3	1.3%
6.124677173	3	1.3%
Other values (117)	194	86.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.937825839	1	0.4%
4.148807833	1	0.4%
4.175666645	1	0.4%
4.257519341	1	0.4%
4.342555554	3	1.3%

Value	Count	Frequency (%)
46.59051317	3	1.3%
45.8266423	3	1.3%
45.31534485	3	1.3%
44.63354357	3	1.3%
42.80622118	3	1.3%

Copper
Real number (ℝ)

Distinct	125
Distinct (%)	55.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	1.23
Mean	6.12

Minimum	2.62
Maximum	21.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	2.62
5-th percentile	2.85
Q1	3.75
median	5.61
Q3	8.18
95-th percentile	10.5
Maximum	21.6
Range	19
Interquartile range (IQR)	4.42

Descriptive statistics

Standard deviation	2.74
Coefficient of variation (CV)	0.447
Kurtosis	3.45
Mean	6.12
Median Absolute Deviation (MAD)	2.03
Skewness	1.23
Sum	1.37 × 10³
Variance	7.49
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.94253166	3	1.3%
4.384043134	3	1.3%
3.786231884	3	1.3%
3.277905802	3	1.3%
4.655206436	3	1.3%
2.947905729	3	1.3%
3.021553286	3	1.3%
7.636200954	3	1.3%
6.456921712	3	1.3%
5.162688698	3	1.3%
Other values (115)	194	86.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.622762813	3	1.3%
2.773977087	3	1.3%
2.784681169	3	1.3%
2.83926623	3	1.3%
2.94253166	3	1.3%

Value	Count	Frequency (%)
21.59785166	1	0.4%
13.98599302	1	0.4%
12.54900304	1	0.4%
12.05492424	1	0.4%
11.94662574	1	0.4%

Iron
Real number (ℝ)

Distinct	116
Distinct (%)	51.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	0.916
Mean	83.8

Minimum	50.6
Maximum	177
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	50.6
5-th percentile	53.7
Q1	61.4
median	82.7
Q3	99.8
95-th percentile	120
Maximum	177
Range	127
Interquartile range (IQR)	38.3

Descriptive statistics

Standard deviation	24.1
Coefficient of variation (CV)	0.288
Kurtosis	1.37
Mean	83.8
Median Absolute Deviation (MAD)	20
Skewness	0.916
Sum	1.88 × 10⁴
Variance	582
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
51.48801447	3	1.3%
111.1223895	3	1.3%
85.11380138	3	1.3%
115.217036	3	1.3%
105.37196	3	1.3%
104.4327164	3	1.3%
65.57285139	3	1.3%
66.99458066	3	1.3%
61.14013231	3	1.3%
59.30131467	3	1.3%
Other values (106)	194	86.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50.62353488	3	1.3%
51.48801447	3	1.3%
51.9937726	3	1.3%
53.64075535	3	1.3%
53.82581763	3	1.3%

Value	Count	Frequency (%)
177.4614381	3	1.3%
138.1944544	1	0.4%
132.8168601	1	0.4%
132.1451931	1	0.4%
125.6682347	1	0.4%

Magnesium
Real number (ℝ)

Distinct	122
Distinct (%)	54.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	1.84
Mean	1.95

Minimum	1.11
Maximum	4.88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1.11
5-th percentile	1.2
Q1	1.39
median	1.56
Q3	1.87
95-th percentile	4.34
Maximum	4.88
Range	3.77
Interquartile range (IQR)	0.475

Descriptive statistics

Standard deviation	0.957
Coefficient of variation (CV)	0.49
Kurtosis	2.16
Mean	1.95
Median Absolute Deviation (MAD)	0.191
Skewness	1.84
Sum	437
Variance	0.915
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.383565412	3	1.3%
1.59862594	3	1.3%
4.06539361	3	1.3%
2.768987073	3	1.3%
4.433768721	3	1.3%
3.554623358	3	1.3%
3.644729376	3	1.3%
1.520699924	3	1.3%
1.640740193	3	1.3%
1.604550548	3	1.3%
Other values (112)	194	86.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.11	1	0.4%
1.13	1	0.4%
1.14	1	0.4%
1.15	2	0.9%
1.16	1	0.4%

Value	Count	Frequency (%)
4.877836022	3	1.3%
4.867951702	3	1.3%
4.433768721	3	1.3%
4.377576492	3	1.3%
4.105486918	3	1.3%

Manganese
Real number (ℝ)

Distinct	119
Distinct (%)	53.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	1.18
Mean	75.3

Minimum	36.6
Maximum	172
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	36.6
5-th percentile	37.4
Q1	52.6
median	63.1
Q3	87.2
95-th percentile	156
Maximum	172
Range	135
Interquartile range (IQR)	34.7

Descriptive statistics

Standard deviation	34.6
Coefficient of variation (CV)	0.459
Kurtosis	0.693
Mean	75.3
Median Absolute Deviation (MAD)	20
Skewness	1.18
Sum	1.69 × 10⁴
Variance	1.2 × 10³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
38.25065016	3	1.3%
52.26575058	3	1.3%
154.4911067	3	1.3%
78.21616474	3	1.3%
146.870421	3	1.3%
113.553875	3	1.3%
108.5352891	3	1.3%
61.98044201	3	1.3%
53.66650809	3	1.3%
53.81535233	3	1.3%
Other values (109)	194	86.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36.61180812	3	1.3%
36.97949549	3	1.3%
37.13064744	3	1.3%
37.25579813	3	1.3%
38.08574146	3	1.3%

Value	Count	Frequency (%)
171.6544205	3	1.3%
163.266363	3	1.3%
161.8855082	3	1.3%
156.5276373	3	1.3%
154.4911067	3	1.3%

Phosphorus
Real number (ℝ)

Distinct	121
Distinct (%)	54.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	0.434
Mean	2.61

Minimum	1.82
Maximum	3.67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1.82
5-th percentile	2.12
Q1	2.41
median	2.56
Q3	2.79
95-th percentile	3.11
Maximum	3.67
Range	1.85
Interquartile range (IQR)	0.388

Descriptive statistics

Standard deviation	0.32
Coefficient of variation (CV)	0.122
Kurtosis	0.571
Mean	2.61
Median Absolute Deviation (MAD)	0.197
Skewness	0.434
Sum	585
Variance	0.102
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.388952538	3	1.3%
2.79427126	3	1.3%
2.598232872	3	1.3%
2.270431109	3	1.3%
2.698793564	3	1.3%
2.967753767	3	1.3%
3.230220163	3	1.3%
2.950481026	3	1.3%
2.789897817	3	1.3%
2.465212158	3	1.3%
Other values (111)	194	86.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.815367814	1	0.4%
1.899489237	1	0.4%
1.971070742	3	1.3%
1.991578228	3	1.3%
2.001845525	3	1.3%

Value	Count	Frequency (%)
3.667507058	1	0.4%
3.496827834	1	0.4%
3.494090767	1	0.4%
3.493771582	1	0.4%
3.473233871	1	0.4%

Potassium
Real number (ℝ)

Distinct	119
Distinct (%)	53.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	0.316
Mean	16.7

Minimum	10.7
Maximum	25.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	10.7
5-th percentile	11.4
Q1	13.6
median	16.7
Q3	19.3
95-th percentile	23.1
Maximum	25.3
Range	14.5
Interquartile range (IQR)	5.66

Descriptive statistics

Standard deviation	3.69
Coefficient of variation (CV)	0.221
Kurtosis	-0.843
Mean	16.7
Median Absolute Deviation (MAD)	2.89
Skewness	0.316
Sum	3.74 × 10³
Variance	13.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
12.14724686	3	1.3%
19.31982984	3	1.3%
11.54495646	3	1.3%
18.63323975	3	1.3%
12.32287114	3	1.3%
13.13086666	3	1.3%
16.7996731	3	1.3%
15.57481219	3	1.3%
14.33323155	3	1.3%
13.86127534	3	1.3%
Other values (109)	194	86.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10.74377858	3	1.3%
11.15639543	3	1.3%
11.18303607	3	1.3%
11.37237343	3	1.3%
11.54495646	3	1.3%

Value	Count	Frequency (%)
25.26420519	1	0.4%
25.24678824	1	0.4%
24.85284507	1	0.4%
24.72074512	1	0.4%
24.65012505	1	0.4%

Sodium
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	38
Distinct (%)	23.8%
Missing	64
Missing (%)	28.6%
Infinite	0
Infinite (%)	0.0%
Skewness	1.29
Mean	0.397

Minimum	0.04
Maximum	1.87
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0.04
5-th percentile	0.04
Q1	0.04
median	0.0644
Q3	0.772
95-th percentile	1.63
Maximum	1.87
Range	1.83
Interquartile range (IQR)	0.732

Descriptive statistics

Standard deviation	0.554
Coefficient of variation (CV)	1.4
Kurtosis	0.196
Mean	0.397
Median Absolute Deviation (MAD)	0.0244
Skewness	1.29
Sum	63.5
Variance	0.307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.04	69	30.8%
0.8395342335	3	1.3%
0.1351586783	3	1.3%
0.1027387017	3	1.3%
0.06439220897	3	1.3%
0.08822955372	3	1.3%
1.873600882	3	1.3%
1.632952304	3	1.3%
1.444682149	3	1.3%
0.8273818581	3	1.3%
Other values (28)	64	28.6%
(Missing)	64	28.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.04	69	30.8%
0.04610750719	3	1.3%
0.0494560129	3	1.3%
0.05221465838	3	1.3%
0.05603073286	1	0.4%

Value	Count	Frequency (%)
1.873600882	3	1.3%
1.68938402	3	1.3%
1.632952304	3	1.3%
1.501831491	3	1.3%
1.444682149	3	1.3%

Sulphur
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	124
Distinct (%)	55.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	1.43
Mean	4.92

Minimum	1.54
Maximum	15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1.54
5-th percentile	1.83
Q1	2.18
median	3.57
Q3	4.23
95-th percentile	13.9
Maximum	15
Range	13.5
Interquartile range (IQR)	2.06

Descriptive statistics

Standard deviation	3.9
Coefficient of variation (CV)	0.793
Kurtosis	0.572
Mean	4.92
Median Absolute Deviation (MAD)	1.33
Skewness	1.43
Sum	1.1 × 10³
Variance	15.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.203074683	3	1.3%
3.612306869	3	1.3%
13.4510359	3	1.3%
9.911388398	3	1.3%
14.10430763	3	1.3%
9.862373542	3	1.3%
9.185671024	3	1.3%
3.772658585	3	1.3%
3.943493642	3	1.3%
4.127053972	3	1.3%
Other values (114)	194	86.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.54	1	0.4%
1.56	1	0.4%
1.59	1	0.4%
1.64	1	0.4%
1.65	1	0.4%

Value	Count	Frequency (%)
15.04861521	3	1.3%
14.22621597	3	1.3%
14.10430763	3	1.3%
13.97854032	3	1.3%
13.62673072	3	1.3%

Zinc
Real number (ℝ)

Distinct	112
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Skewness	0.398
Mean	31.8

Minimum	10.5
Maximum	62.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	10.5
5-th percentile	13.2
Q1	21
median	31.2
Q3	40.3
95-th percentile	54.9
Maximum	62.4
Range	51.9
Interquartile range (IQR)	19.3

Descriptive statistics

Standard deviation	12.6
Coefficient of variation (CV)	0.397
Kurtosis	-0.59
Mean	31.8
Median Absolute Deviation (MAD)	9.95
Skewness	0.398
Sum	7.12 × 10³
Variance	160
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
39	4	1.8%
13.00302465	3	1.3%
19.91381962	3	1.3%
35.37323704	3	1.3%
37.19703273	3	1.3%
24.62372265	3	1.3%
27.53150032	3	1.3%
20.98662354	3	1.3%
21.2497948	3	1.3%
27.51943679	3	1.3%
Other values (102)	193	86.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10.53686219	3	1.3%
12.83834724	3	1.3%
12.84458977	3	1.3%
13.00302465	3	1.3%
14.56107752	3	1.3%

Value	Count	Frequency (%)
62.44608273	1	0.4%
62.38500597	3	1.3%
60.12956138	3	1.3%
56.3761183	1	0.4%
55.02043149	3	1.3%

Auto

Heatmap
Table

	Experimental_Year	Plot_ID	SDM	SFM	Total_Carbon	Total_Nitrogen	CN_Ratio	Calcium	Copper	Iron	Magnesium	Manganese	Phosphorus	Potassium	Sodium	Sulphur	Zinc	Date	Crop	Beneficials
Experimental_Year	1.000	-0.116	0.368	0.366	0.073	-0.565	0.627	-0.148	0.605	0.292	-0.347	0.332	0.372	0.587	NaN	-0.746	0.466	0.993	0.595	0.640
Plot_ID	-0.116	1.000	0.008	0.056	-0.016	0.085	-0.119	0.118	0.031	0.073	0.036	0.092	0.008	-0.008	-0.024	0.112	0.017	0.543	0.486	0.210
SDM	0.368	0.008	1.000	0.924	-0.491	-0.659	0.529	0.268	0.271	0.765	0.348	0.752	0.221	0.473	0.609	-0.135	0.736	0.500	0.708	0.491
SFM	0.366	0.056	0.924	1.000	-0.542	-0.657	0.520	0.327	0.317	0.783	0.290	0.799	0.229	0.497	0.616	-0.177	0.762	0.621	0.712	0.365
Total_Carbon	0.073	-0.016	-0.491	-0.542	1.000	0.514	-0.322	-0.571	0.408	-0.479	-0.293	-0.594	0.090	0.149	-0.740	-0.275	-0.271	0.590	0.735	0.259
Total_Nitrogen	-0.565	0.085	-0.659	-0.657	0.514	1.000	-0.961	-0.173	-0.116	-0.482	-0.093	-0.482	0.047	-0.259	-0.517	0.393	-0.477	0.619	0.667	0.414
CN_Ratio	0.627	-0.119	0.529	0.520	-0.322	-0.961	1.000	-0.028	0.201	0.332	-0.090	0.277	-0.107	0.252	0.231	-0.566	0.352	0.590	0.630	0.537
Calcium	-0.148	0.118	0.268	0.327	-0.571	-0.173	-0.028	1.000	-0.282	0.401	0.494	0.623	0.013	-0.190	0.658	0.534	0.299	0.481	0.697	0.166
Copper	0.605	0.031	0.271	0.317	0.408	-0.116	0.201	-0.282	1.000	0.372	-0.148	0.238	0.373	0.845	-0.308	-0.649	0.561	0.547	0.658	0.431
Iron	0.292	0.073	0.765	0.783	-0.479	-0.482	0.332	0.401	0.372	1.000	0.367	0.817	0.252	0.547	0.547	-0.087	0.775	0.582	0.641	0.352
Magnesium	-0.347	0.036	0.348	0.290	-0.293	-0.093	-0.090	0.494	-0.148	0.367	1.000	0.426	0.146	0.089	0.750	0.571	0.469	0.523	0.670	0.119
Manganese	0.332	0.092	0.752	0.799	-0.594	-0.482	0.277	0.623	0.238	0.817	0.426	1.000	0.392	0.449	0.670	0.105	0.805	0.657	0.758	0.400
Phosphorus	0.372	0.008	0.221	0.229	0.090	0.047	-0.107	0.013	0.373	0.252	0.146	0.392	1.000	0.460	0.222	-0.118	0.411	0.397	0.395	0.355
Potassium	0.587	-0.008	0.473	0.497	0.149	-0.259	0.252	-0.190	0.845	0.547	0.089	0.449	0.460	1.000	0.062	-0.515	0.724	0.623	0.655	0.398
Sodium	NaN	-0.024	0.609	0.616	-0.740	-0.517	0.231	0.658	-0.308	0.547	0.750	0.670	0.222	0.062	1.000	0.559	0.701	0.563	0.708	1.000
Sulphur	-0.746	0.112	-0.135	-0.177	-0.275	0.393	-0.566	0.534	-0.649	-0.087	0.571	0.105	-0.118	-0.515	0.559	1.000	-0.176	0.618	0.977	0.475
Zinc	0.466	0.017	0.736	0.762	-0.271	-0.477	0.352	0.299	0.561	0.775	0.469	0.805	0.411	0.724	0.701	-0.176	1.000	0.564	0.726	0.403
Date	0.993	0.543	0.500	0.621	0.590	0.619	0.590	0.481	0.547	0.582	0.523	0.657	0.397	0.623	0.563	0.618	0.564	1.000	0.993	0.629
Crop	0.595	0.486	0.708	0.712	0.735	0.667	0.630	0.697	0.658	0.641	0.670	0.758	0.395	0.655	0.708	0.977	0.726	0.993	1.000	0.541
Beneficials	0.640	0.210	0.491	0.365	0.259	0.414	0.537	0.166	0.431	0.352	0.119	0.400	0.355	0.398	1.000	0.475	0.403	0.629	0.541	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Experimental_Year	Date	Plot_ID	Crop	Beneficials	SDM	SFM	Total_Carbon	Total_Nitrogen	CN_Ratio	Calcium	Copper	Iron	Magnesium	Manganese	Phosphorus	Potassium	Sodium	Sulphur	Zinc
0	2019	2019-05-21 00:00:00.0000000	1	Winter wheat	Control	83.03	349.600000	446.590405	34.622926	12.898691	5.218286	2.942532	51.488014	1.383565	38.250650	2.388953	12.147247	0.064541	3.203075	13.003025
1	2019	2019-05-21 00:00:00.0000000	2	Winter wheat	Control	100.33	438.000000	450.354519	37.044910	12.157063	5.284267	3.244429	61.967728	1.381524	38.718735	2.292210	13.679618	0.040000	3.612307	14.561078
2	2019	2019-05-21 00:00:00.0000000	3	Winter wheat	Control	76.78	20.768622	451.815414	35.478708	12.734833	6.220552	3.696290	56.580673	1.557872	39.793500	1.991578	12.046889	0.094339	3.720861	20.768622
3	2019	2019-05-21 00:00:00.0000000	4	Winter wheat	Control	136.10	16.064705	449.164715	37.434171	11.998818	5.221039	4.569095	177.461438	1.442612	44.454794	2.342307	13.798657	0.040000	3.319803	16.064705
4	2019	2019-05-21 00:00:00.0000000	5	Winter wheat	Control	75.50	305.300000	445.898609	34.683578	12.856186	4.997491	2.784681	51.993773	1.421898	36.979495	2.406508	11.183036	0.040000	3.073398	10.536862
5	2019	2019-05-21 00:00:00.0000000	6	Winter wheat	Control	109.12	482.600000	450.978336	37.938824	11.887072	4.789384	3.725480	61.435264	1.357322	38.085741	2.459007	14.047339	0.049456	3.468119	15.160778
6	2019	2019-05-21 00:00:00.0000000	7	Winter wheat	Control	77.06	333.800000	447.818756	35.197811	12.723098	6.008341	3.754542	53.825818	1.544227	37.255798	1.971071	11.895972	0.040000	3.875938	15.836747
7	2019	2019-05-21 00:00:00.0000000	8	Winter wheat	Control	106.75	496.700000	452.330704	37.395244	12.095988	4.936956	4.636632	63.329118	1.335302	36.611808	2.382659	12.926328	0.040000	3.260321	19.640758
8	2019	2019-05-21 00:00:00.0000000	9	Winter wheat	Control	124.26	536.000000	444.586811	35.076349	12.674763	4.810649	3.364280	50.623535	1.365790	39.480024	2.397437	12.069794	0.052215	3.125495	12.844590
9	2019	2019-05-21 00:00:00.0000000	10	Winter wheat	Control	105.20	499.500000	450.920620	38.678106	11.658340	4.342556	3.434855	61.335129	1.369743	45.488014	2.497104	14.878609	0.040000	3.522990	16.481238

	Experimental_Year	Date	Plot_ID	Crop	Beneficials	SDM	SFM	Total_Carbon	Total_Nitrogen	CN_Ratio	Calcium	Copper	Iron	Magnesium	Manganese	Phosphorus	Potassium	Sodium	Sulphur	Zinc
214	2021	2021-07-26 00:00:00.0000000	104	Grain maize	BMs	258.0	1535.8	442.1	24.6	17.971545	5.58	6.27	85.0	1.19	78.0	2.77	17.5	NaN	1.79	34.0
215	2021	2021-07-26 00:00:00.0000000	104	Grain maize	Control	317.8	1992.4	442.0	25.0	17.680000	5.66	6.90	94.0	1.27	70.0	2.91	18.6	NaN	1.85	32.0
216	2021	2021-07-26 00:00:00.0000000	177	Grain maize	BMs	471.0	2786.3	448.3	29.9	14.993311	6.65	8.22	102.0	1.42	89.0	2.57	18.2	NaN	1.83	41.0
217	2021	2021-07-26 00:00:00.0000000	177	Grain maize	Control	370.8	1941.0	450.8	29.5	15.281356	6.67	8.75	105.0	1.41	88.0	2.56	18.2	NaN	1.65	39.0
218	2021	2021-07-26 00:00:00.0000000	178	Grain maize	BMs	380.3	2442.4	442.3	31.1	14.221865	7.02	8.79	106.0	1.29	123.0	2.79	18.8	NaN	2.06	39.0
219	2021	2021-07-26 00:00:00.0000000	178	Grain maize	Control	431.8	2736.5	444.4	31.6	14.063291	6.39	8.80	102.0	1.17	112.0	2.75	17.4	NaN	1.84	42.0
220	2021	2021-07-26 00:00:00.0000000	179	Grain maize	BMs	367.5	2294.8	442.6	25.7	17.221790	4.93	6.62	94.0	1.13	89.0	2.67	17.9	NaN	3.06	34.0
221	2021	2021-07-26 00:00:00.0000000	179	Grain maize	Control	541.8	2246.5	437.6	24.1	18.157676	5.41	6.27	95.0	1.14	105.0	2.65	18.3	NaN	2.08	38.0
222	2021	2021-07-26 00:00:00.0000000	180	Grain maize	BMs	314.0	1852.5	439.7	23.9	18.397490	5.53	6.20	86.0	1.20	77.0	2.73	17.5	NaN	1.86	35.0
223	2021	2021-07-26 00:00:00.0000000	180	Grain maize	Control	366.1	2232.2	443.5	26.4	16.799242	6.41	7.90	90.0	1.37	86.0	2.53	17.8	NaN	1.86	39.0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample